Deployment Resources

Why AWS and Azure Handle Data Perimeter Differently

AWS and Azure handle identities and audit logging in fundamentally different ways, changing what you see in your security logs when someone tries to access your data.

August 13, 2026

by Suresh Gururajan

· 2,527 Views · 2 Likes

Zone-Aware Routing in Kubernetes: Reducing Latency, Improving Resilience, and Lowering Cloud Costs

Stop paying the cross-zone tax: Kubernetes Services help, but gateways like Envoy Gateway and kgateway keep traffic local where it counts.

August 13, 2026

by Mayowa Fajobi

· 1,942 Views · 6 Likes

Orchestrating Trusted Environments: Securing Untrusted Code Execution With Docker and GKE Agent Sandbox

A technical blueprint for building multi-tenant AI platforms by securely executing untrusted code with Docker and GKE Agent Sandbox.

August 6, 2026

by Anuj Ashok Potdar

· 2,528 Views · 2 Likes

Docker Containers Don’t Know Your Model Is Still Loading

A launch traffic spike hit cold-loaded LLM containers; shared-memory crashes and KV-cache OOMs taught us why GPU autoscaling needs warm floors, not reactive scaling.

August 5, 2026

by Pruthvi Raj Seknametla

· 32,646 Views · 2 Likes

Practical QA Workflow Showing How Teams Integrate LLM Testing into Real CI/CD Pipelines

Learn how QA teams integrate semantic evaluation, mocked unit tests, toxicity checks, and regression tracking into CI/CD pipelines.

August 5, 2026

by Minkle Kalra

· 1,923 Views · 2 Likes

Building an Async Validation API With AWS Bedrock Agents and Serverless Architecture

Build a serverless async API that uses AWS Bedrock Agents to validate business forms against 60+ rules in under 60 seconds, without blocking the user.

August 5, 2026

by Rohit Nagpal

· 2,011 Views · 1 Like

Calling GCP From AWS Without Static Keys Using Open-Source MultiCloudJ

This guide demonstrates exchanging an AWS SigV4 Request for a GCP access token to enable secure, zero-trust communication between clouds using MultiCloudJ.

August 3, 2026

by Sandeep Pal

· 1,442 Views · 3 Likes

Containerizing and Testing a Python Backtesting System With Docker and GitHub Actions

Learn how to containerize a Python backtesting system with Docker, automate testing with GitHub Actions, and improve reproducibility through versioned builds.

July 31, 2026

by Gillian Lu

· 2,426 Views · 3 Likes

Deploying a Spring Boot Microservice on AWS Fargate: Lessons From the Outage That Forced Me to Get It Right

Deploy a production-ready Spring Boot microservice on AWS Fargate with Docker, ECS, ALB health checks, private subnets, secrets, CI/CD, and autoscaling.

July 31, 2026

by Vishal Rameshchandra Shah

· 2,840 Views · 5 Likes

Retrieval Augmented Generation With Spring AI 2.0, Claude, and PGvector

Build a RAG service with Spring AI 2.0, Claude, and PGvector that answers questions from your own documents with a single API key.

July 31, 2026

by Murat Balkan

CORE

· 3,036 Views · 2 Likes

I Built a RAG Agent on Azure AI Foundry in an Afternoon. Here's What Nobody Tells You.

Azure AI Foundry turns RAG setup from a week of manual plumbing into an afternoon of configuration — but access control, security, and cost planning are still on you.

July 30, 2026

by Balaji Venkatasubramaniyar

CORE

· 2,339 Views · 2 Likes

Coordinating AI Agents With AWS SQS: A Practical Queue-Based Architecture

AWS SQS helps multi-agent AI workflows handle retries, duplicates, and repeated failures with queues, idempotency, and DLQs.

July 30, 2026

by Lucas Yoon

· 2,867 Views · 4 Likes

Build Your Own Local AI QA Engineer With Docker, Ollama, LibreChat, and Playwright MCP

Learn how to build a completely local AI-powered QA Automation Engineer using Docker, Ollama, Qwen3:8b, LibreChat, and Playwright MCP.

July 30, 2026

by Faisal Khatri

CORE

· 9,137 Views · 2 Likes

This One Spring Data JPA Pattern Cleaned Up to 3 Years of Repository Debt

Stop adding repository methods every time a filter changes. JPA Specifications let you compose queries cleanly at runtime.

July 29, 2026

by Ramesh Bellamkonda

· 3,178 Views · 2 Likes

What Nobody Tells You About Running AI Models in Docker

At 2 am, a bloated 14GB Docker image with baked-in weights crashed our inference service; externalizing weights and rethinking GPU isolation fixed it.

July 29, 2026

by Pruthvi Raj Seknametla

· 34,940 Views · 3 Likes

From Idle Infrastructure to Elastic Capacity: Rethinking Kubernetes Scaling

As Kubernetes deployments expand across hybrid and multicloud environments, permanently provisioned infrastructure becomes an expensive default. Here's how scale-from-zero aligns capacity with actual demand instead of worst-case scenarios.

July 28, 2026

by DZone Staff

· 12,119 Views · 2 Likes

API Testing Frameworks: How to Pick the Right One and Actually Use It Well

Learn how to choose the right API testing framework, including REST Assured, Supertest, pytest, Postman, Karate, and Keploy, for better API test automation.

July 23, 2026

by Himanshu Mandhyan

· 3,307 Views · 2 Likes

Reducing CI Execution Time Using Impact-Based Test Selection Across Repositories

CI optimization using Git diff and JGit to selectively run impacted Karate tests, reducing regression execution while preserving safe fallback coverage.

July 21, 2026

by Raakesh Rajagopalan

· 4,091 Views · 1 Like